Energy-efficient dot product computation using a switched analog circuit architecture

Ihab Nahlus, Eric P. Kim, Naresh R. Shanbhag, David Blaauw

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, we present switched analog circuit (SAC), a new circuit architecture, to implement an energy-efficient mixed-signal dot product (DP) kernel for machine learning and signal processing applications. SAC operates by fast switching the analog inputs to output via variable width digital pulses. The output accuracy and energy consumption of SAC is analyzed and verified for an average and Gaussian blur filter. Simulations in a commercial 130 nm process for a 120 X 120 image show energy savings of 19X-to-32X compared to a digital implementation for signal-to-noise ratios (SNRs) of 30 dB-to-24 dB, respectively.

Original languageEnglish (US)
Title of host publicationISLPED 2014 - Proceedings of the 2014 International Symposium on Low Power Electronics and Design
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages315-318
Number of pages4
ISBN (Print)9781450329750
DOIs
StatePublished - 2014
Event2014 ACM/IEEE International Symposium on Low Power Electronics and Design, ISLPED 2014 - San Diego, CA, United States
Duration: Aug 11 2014Aug 13 2014

Publication series

NameProceedings of the International Symposium on Low Power Electronics and Design
ISSN (Print)1533-4678

Other

Other2014 ACM/IEEE International Symposium on Low Power Electronics and Design, ISLPED 2014
Country/TerritoryUnited States
CitySan Diego, CA
Period8/11/148/13/14

Keywords

  • Dot product
  • Low-power
  • Mixedsignal
  • Switched analog circuit

ASJC Scopus subject areas

  • Engineering(all)

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